利用聚类方法识别食管鳞状细胞癌的强烈炎症亚型

IF 1.1 4区 医学 Q4 CARDIAC & CARDIOVASCULAR SYSTEMS
Satoru Matsuda, Shota Hoshino, Tadahiro Goto, Hirofumi Kawakubo, Masashi Takeuchi, Ryota Kobayashi, Kohei Nakamura, Hiroya Takeuchi, Hiroshi Nishihara, Yuko Kitagawa
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引用次数: 0

摘要

研究目的为了建立预测食管鳞状细胞癌术后复发的风险分级系统,本研究旨在评估基于血液炎症和凝血标志物的群组的预后价值,并探讨其与血清细胞因子和基因改变的相关性:这项单中心回顾性队列研究共纳入了 491 名在 2004 年至 2012 年期间接受食管次全切除术的食管癌患者。以血清C反应蛋白、白蛋白、纤维蛋白原和血小板-淋巴细胞比值为变量,采用非层次聚类分析和k均值法进行聚类分析。然后,进行多变量生存分析,研究聚类与无复发生存率的关系。为了描述聚类、血清白细胞介素-6、白细胞介素-8和原发性肿瘤的基因改变,研究人员使用了可评估160个代表性驱动基因的PleSSision-Rapid面板:结果:患者被分为群组1、2和3,分别包括24例(5%)、161例(33%)和306例(62%)患者。与第 3 组相比,第 1 或第 2 组的无复发生存率明显更低。使用群组、p阶段和年龄作为协变量进行的多变量分析显示,群组是无复发生存期的独立预后因素(危险比为1.55;95%置信区间为1.08-2.21;P = 0.02)。血清白细胞介素-6和白细胞介素-8水平的百分比在第1群组中最高,其次是第2群组和第3群组。在23名有基因组图谱的患者中,没有观察到代表性基因组改变的显著差异:利用炎症和凝血标记物进行无偏见聚类,确定了强烈炎症亚型,该亚型对无复发生存期有独立的预后影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Identifying intense inflammatory subtype of esophageal squamous cell carcinoma using clustering approach.

Identifying intense inflammatory subtype of esophageal squamous cell carcinoma using clustering approach.

Objective: To establish a risk-stratification system for predicting the postoperative recurrence of esophageal squamous cell carcinoma, this study aimed to evaluate the prognostic value of clusters based on blood inflammation and coagulation markers and investigate their correlation with serum cytokines and genetic alteration.

Method: This single-center, retrospective cohort study enrolled 491 patients with esophageal cancer who underwent subtotal esophagectomy between 2004 and 2012. For cluster exploration, nonhierarchical cluster analysis and k-means were applied using serum C-reactive protein, albumin, fibrinogen, and platelet-lymphocyte ratio as variables. Then, multivariate survival analysis was conducted to investigate the association of clusters with recurrence-free survival. To characterize the clusters, serum interleukin-6, interleukin-8, and genetic alteration in primary tumors, the PleSSision-Rapid panel, which can evaluate 160 representative driver genes, was used.

Results: Patients were classified into clusters 1, 2, and 3, which included 24 (5%), 161 (33%), and 306 (62%) patients, respectively. Compared with cluster 3, cluster 1 or 2 had significantly worse recurrence-free survival. Based on the multivariable analysis using cluster, pStage, and age as covariates, cluster was an independent prognostic factor for recurrence-free survival (hazard ratio, 1.55; 95% confidence interval, 1.08-2.21; P = 0.02). The percentage of serum interleukin-6 and interleukin-8 levels was the highest in cluster 1, followed by clusters 2 and 3. In 23 patients with available genomic profiles, no significant difference in representative genomic alterations was observed.

Conclusions: Non-biased clustering using inflammation and coagulation markers identified the intense inflammatory subtype, which had an independent prognostic effect on recurrence-free survival.

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来源期刊
General Thoracic and Cardiovascular Surgery
General Thoracic and Cardiovascular Surgery Medicine-Pulmonary and Respiratory Medicine
CiteScore
2.70
自引率
8.30%
发文量
142
期刊介绍: The General Thoracic and Cardiovascular Surgery is the official publication of The Japanese Association for Thoracic Surgery and The Japanese Association for Chest Surgery, the affiliated journal of The Japanese Society for Cardiovascular Surgery, that publishes clinical and experimental studies in fields related to thoracic and cardiovascular surgery.
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